pew research, Twitter, 1/7/2021 3:21:14 AM, 245045


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pew research_2021-01-06_19-07-56.xlsx
pew research_2021-01-06_19-07-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 07, 2021
Short Description:
pew research via NodeXL https://bit.ly/2My3hIM
@pewtrusts
@pewenvironment
@pewstates
@realdonaldtrump
@newdayfornj
@pewhealth
@katjoy63
@scfehr1
@pewresearch
@greg98071572

Top hashtags:
#covid19
#boreal
#dyk
#新冠疫情
#战狼外交
#eu
#conservation
#mpa
#opioid
#pewmarinefellow

Description:
Description
The graph represents a network of 3,331 Twitter users whose tweets in the requested range contained "pew research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 07 January 2021 at 03:10 UTC.

The requested start date was Thursday, 07 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 22-hour, 48-minute period from Thursday, 24 December 2020 at 01:15 UTC to Thursday, 07 January 2021 at 00:03 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 3331
Unique Edges : 2043
Edges With Duplicates : 3399
Total Edges : 5442
Number of Edge Types : 5
Tweet : 572
Retweet : 1467
MentionsInRetweet : 1632
Replies to : 475
Mentions : 1296
Self-Loops : 591
Reciprocated Vertex Pair Ratio : 0.0132494203378602
Reciprocated Edge Ratio : 0.026152337365152
Connected Components : 688
Single-Vertex Connected Components : 272
Maximum Vertices in a Connected Component : 708
Maximum Edges in a Connected Component : 2043
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.36435
Graph Density : 0.000275778630627025
Modularity : 0.568535
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 3,331 Twitter users whose tweets in the requested range contained "pew research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 07 January 2021 at 03:10 UTC.

The requested start date was Thursday, 07 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 22-hour, 48-minute period from Thursday, 24 December 2020 at 01:15 UTC to Thursday, 07 January 2021 at 00:03 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : pew research
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[24] https://carjiescott.com/2018/06/17/cdc-report-on-fathers-involvement-proves-that-black-dads-are-most-involved-and-the-pew-research-center-reports-that-the-role-of-the-american-dad-is-changing/
[17] https://www.forbes.com/sites/stephanieburns/2020/11/10/millennials-so-called-worst-qualities-are-actually-workplace-superpowers/?ref=quuu
[17] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/in-oregon-removing-river-barriers-helps-fish-and-communities-thrive?utm_campaign=conservation_usplrc________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[16] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/west-coast-states-should-stop-seabed-mining-before-it-starts?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[16] https://www.pewresearch.org/fact-tank/2020/12/11/20-striking-findings-from-2020/
[15] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/in-oregon-removing-river-barriers-helps-fish-and-communities-thrive?utm_campaign=conservation_usplrc________&utm_source=twitter_trusts&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[13] https://www.investors.com/politics/editorials/pew-research-center-study-shows-that-democrats-have-shifted-to-the-extreme-left/
[11] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/23/top-10-nature-images-of-2020-wildflowers-coastal-scenes-and-ancient-treasures
[9] https://www.pewresearch.org/fact-tank/2017/01/20/obama-used-more-clemency-power/
[8] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/23/landmark-climate-policy-faces-growing-claims-of-environmental-racism

Top URLs in Tweet in G1:
[13] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/in-oregon-removing-river-barriers-helps-fish-and-communities-thrive?utm_campaign=conservation_usplrc________&utm_source=twitter_trusts&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[10] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/west-coast-states-should-stop-seabed-mining-before-it-starts?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[9] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/23/top-10-nature-images-of-2020-wildflowers-coastal-scenes-and-ancient-treasures
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/04/some-pandemic-protections-for-consumers-could-become-permanent
[7] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/23/landmark-climate-policy-faces-growing-claims-of-environmental-racism
[5] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/12/states-can-shorten-probation-and-protect-public-safety?utm_campaign=communities_psp________&utm_source=twitter_trusts&utm_medium=social&utm_content=report_changeneeded__poll&utm_term=___datapoint
[5] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2021/01/06/poverty-grows-despite-economic-recovery
[5] https://www.pewtrusts.org/en/research-and-analysis/blogs/stateline/2020/12/21/quarantines-leave-schools-scrambling-for-substitute-teachers?utm_campaign=communities_stl___covid_____&utm_source=twitter_states&utm_medium=social&utm_content=statelinearticle_general____linkcard_&utm_term=quote
[4] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/12/states-can-shorten-probation-and-protect-public-safety?utm_campaign=communities_psp________&utm_source=twitter_trusts&utm_medium=social&utm_content=report_changeneeded____linkcard_&utm_term=___datapoint
[4] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2020/12/tongass-national-forest-loses-vital-protections

Top URLs in Tweet in G2:
[16] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/08/in-oregon-removing-river-barriers-helps-fish-and-communities-thrive?utm_campaign=conservation_usplrc________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/23/top-10-nature-images-of-2020-wildflowers-coastal-scenes-and-ancient-treasures?utm_campaign=conservation_instn________&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____photo_&utm_term=___
[5] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/west-coast-states-should-stop-seabed-mining-before-it-starts?utm_campaign=conservation_uso_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/04/with-science-and-flexibility-pew-marine-fellow-improves-ocean-conservation-in-east-africa?utm_campaign=conservation_pmf_oceans_marineprotectedareas______&utm_source=twitter_environment&utm_medium=social&utm_content=article_supportresearchers____linkcard_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/issue-briefs/2020/12/tongass-national-forest-loses-vital-protections?utm_campaign=conservation_usplrc________&utm_source=twitter_environment&utm_medium=social&utm_content=issuebrief_general____photo_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/09/22/states-of-innovation?utm_campaign=governing_instn_usstatepolicy__soin_____&utm_source=twitter_trusts&utm_medium=social&utm_content=collection_general____photo_&utm_term=___
[4] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/deep-sea-oasis-of-corals-sponges-and-vents-could-become-canadas-largest-marine-protected-area?utm_campaign=conservation_clco_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=datavisualization_vastseas____linkcard_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2016/05/people-of-the-boreal?utm_campaign=environment&utm_source=twitter&utm_medium=social&utm_content=people_of_boreal
[3] https://www.pewtrusts.org/en/research-and-analysis/reports/2020/11/coral-reefs-in-the-kimberley-adapt-to-survive?utm_campaign=conservation_ooaa_oceans_______&utm_source=twitter_environment&utm_medium=social&utm_content=report_general____linkcard_&utm_term=___
[3] https://www.pewtrusts.org/en/research-and-analysis/articles/2016/05/31/why-conservation-is-a-family-value-in-northern-canada-forest?utm_campaign=conservation_ibc_land_borealforest______&utm_source=twitter_environment&utm_medium=social&utm_content=article_indigenouslead____linkcard_&utm_term=___

Top URLs in Tweet in G3:
[16] https://www.forbes.com/sites/stephanieburns/2020/11/10/millennials-so-called-worst-qualities-are-actually-workplace-superpowers/?ref=quuu
[13] https://www.pewresearch.org/fact-tank/2020/12/11/20-striking-findings-from-2020/
[6] https://www.pewresearch.org/fact-tank/2017/01/20/obama-used-more-clemency-power/
[4] https://www.pewresearch.org/fact-tank/2020/12/21/black-latino-and-asian-americans-have-been-key-to-georgias-registered-voter-growth-since-2016/
[4] https://seniornews.com/5-mobile-apps-for-seniors-to-make-life-easier/
[4] https://www.ucanews.com/news/catholics-form-20-of-us-population-make-up-30-of-congress/90885
[3] https://www.kake.com/story/42926509/best-cities-for-diversity-in-stem-2020-edition
[3] https://carjiescott.com/2018/06/17/cdc-report-on-fathers-involvement-proves-that-black-dads-are-most-involved-and-the-pew-research-center-reports-that-the-role-of-the-american-dad-is-changing/
[3] https://www.pewforum.org/2021/01/04/faith-on-the-hill-2021/
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/23/top-10-nature-images-of-2020-wildflowers-coastal-scenes-and-ancient-treasures

Top URLs in Tweet in G5:
[2] https://www.justice.gov/pardon/obama-pardons
[1] https://www.pewresearch.org/fact-tank/2020/11/19/the-trump-era-has-seen-a-decline-in-americas-global-reputation/
[1] https://www.investors.com/politics/editorials/pew-research-center-study-shows-that-democrats-have-shifted-to-the-extreme-left/
[1] https://thehill.com/opinion/cybersecurity/397047-big-techs-censorship-of-conservative-users-is-alive-and-well
[1] https://www.pewresearch.org/internet/2020/08/19/most-americans-think-social-media-sites-censor-political-viewpoints/
[1] https://www.pewresearch.org/fact-tank/2020/12/11/bidens-victory-another-example-of-how-electoral-college-wins-are-bigger-than-popular-vote-ones/
[1] https://www.bbc.com/news/world-us-canada-55088655
[1] https://www.nytimes.com/2020/12/26/health/covid-vaccine-hesitancy.html?smid=nytcore-ios-share
[1] https://www.pewresearch.org/fact-tank/2020/07/15/how-trump-compares-with-other-recent-presidents-in-appointing-federal-judges/?amp=1
[1] https://www.pewresearch.org/global/2020/09/15/us-image-plummets-internationally-as-most-say-country-has-handled-coronavirus-badly/

Top URLs in Tweet in G6:
[9] https://www.investors.com/politics/editorials/pew-research-center-study-shows-that-democrats-have-shifted-to-the-extreme-left/
[1] https://theblacksphere.net/2017/03/pew-research-republicans-smarter-than-democrats/

Top URLs in Tweet in G7:
[6] https://www.pewtrusts.org/en/research-and-analysis/data-visualizations/2020/gonorrhea-could-soon-become-untreatable?utm_campaign=health_arp_antibiotics__aaw2020_____&utm_source=twitter_health&utm_medium=social&utm_content=infographic_growingthreat____stattile_&utm_term=quotetweet
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/20/if-scientists-dont-develop-new-antibiotics-soon-well-all-be-in-a-lot-of-trouble?utm_campaign=health_arp_antibiotics_______&utm_source=linkedin_trusts&utm_medium=social&utm_content=article_newabxneeded____photo_&utm_term=problem
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/11/12/researchers-explore-the-science-behind-the-maternal-fetal-bond?utm_campaign=health_bimr_biomedicalresearch_______&utm_source=twitter_health&utm_medium=social&utm_content=article_innovatecollaborate____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/fact-sheets/2020/12/medications-for-opioid-use-disorder-improve-patient-outcomes?utm_campaign=health_supti_healthcare_______&utm_source=twitter_health&utm_medium=social&utm_content=factsheet_rxsuccess____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/18/researchers-explore-how-the-human-body-senses-temperature?utm_campaign=health_bimr_biomedicalresearch_______&utm_source=twitter_health&utm_medium=social&utm_content=article_sciencechallenges____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/22/relaxed-federal-regulations-amid-pandemic-can-help-jails-better-treat-opioid-use-disorder?utm_campaign=health_supti_healthcare_______&utm_source=twitter_health&utm_medium=social&utm_content=article_general____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/01/federal-effort-aims-to-standardize-addresses-to-improve-patient-matching?utm_campaign=health_hlit_healthcare_______&utm_source=twitter_health&utm_medium=social&utm_content=article_sharingshouldbeeasy____linkcard_&utm_term=___
[2] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/15/new-administration-should-take-immediate-steps-to-advance-health-it?utm_campaign=health_hlit_uspolicy_______&utm_source=twitter_health&utm_medium=social&utm_content=article_improvementneeded____linkcard_&utm_term=___bulletlist
[1] https://www.pewtrusts.org/en/research-and-analysis/fact-sheets/2020/12/medications-for-opioid-use-disorder-improve-patient-outcomes?utm_campaign=health_supti_healthcare_______&utm_source=twitter_health&utm_medium=social&utm_content=factsheet_rxsuccess____linkcard_&utm_term=___bulletlist
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2020/12/03/states-provide-greater-flexibility-for-prescribing-opioid-use-disorder-medications-during-pandemic?utm_campaign=health_supti_healthcare__covid_____&utm_source=twitter_health&utm_medium=social&utm_content=article_rxaccess____linkcard_&utm_term=___bulletlist

Top Domains
Top Domains in Tweet in Entire Graph:
[381] pewtrusts.org
[136] pewresearch.org
[39] twitter.com
[24] carjiescott.com
[23] pewforum.org
[20] forbes.com
[13] investors.com
[7] linkedin.com
[7] medium.com
[7] pewsocialtrends.org

Top Domains in Tweet in G1:
[231] pewtrusts.org
[4] twitter.com
[1] pew.org

Top Domains in Tweet in G2:
[73] pewtrusts.org
[2] upenn.edu
[2] webex.com

Top Domains in Tweet in G3:
[65] pewresearch.org
[23] pewtrusts.org
[18] twitter.com
[17] forbes.com
[10] pewforum.org
[6] journalism.org
[6] linkedin.com
[5] pewsocialtrends.org
[4] seniornews.com
[4] ucanews.com

Top Domains in Tweet in G5:
[5] pewresearch.org
[2] justice.gov
[1] investors.com
[1] thehill.com
[1] bbc.com
[1] nytimes.com

Top Domains in Tweet in G6:
[9] investors.com
[1] theblacksphere.net

Top Domains in Tweet in G7:
[42] pewtrusts.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[42] covid19
[42] boreal
[35] dyk
[25] 新冠疫情
[25] 战狼外交
[19] eu
[19] conservation
[17] mpa
[15] opioid
[15] pewmarinefellow



Top Hashtags in Tweet in G1:
[24] covid19
[8] boreal
[7] opioid
[6] antibiotics
[5] nationaltriviaday
[4] stateline
[3] antibiotic
[3] addiction
[2] cjreform
[2] delta

Top Hashtags in Tweet in G2:
[34] boreal
[17] mpa
[15] pewmarinefellow
[9] endoverfishing
[5] agrifish
[3] nationalbirdday
[2] antibiotics
[1] covid19
[1] opioid
[1] antibiotic

Top Hashtags in Tweet in G3:
[5] us
[4] catholic
[3] stem
[3] diversityinstem
[2] religion
[2] christianity
[2] genderequality
[2] diversity
[2] digitaltransformation
[2] genz

Top Hashtags in Tweet in G5:
[1] magat
[1] donthecon

Top Hashtags in Tweet in G6:
[1] s

Top Hashtags in Tweet in G7:
[13] covid19
[7] opioid
[6] antibiotics
[6] antibiotic
[3] antibioticresistance
[2] minnesota
[2] dental
[1] icymi
[1] dyk

Top Words
Top Words in Tweet in Entire Graph:
[1355] pew
[1187] research
[550] center
[316] pewenvironment
[294] pewtrusts
[243] more
[237] according
[237] sources
[212] million
[209] one

Top Words in Tweet in G1:
[240] pewtrusts
[99] states
[92] pewstates
[69] more
[60] million
[50] program
[48] access
[46] those
[46] country
[43] probation

Top Words in Tweet in G2:
[310] pewenvironment
[102] million
[84] year
[72] instagram
[54] win
[53] alaska
[53] public
[53] lands
[51] federal
[50] 60

Top Words in Tweet in G3:
[279] pew
[265] research
[166] center
[74] according
[47] americans
[41] more
[35] millennials
[33] 2020
[29] survey
[28] make

Top Words in Tweet in G4:
[228] sources
[115] pew
[114] newdayfornj
[114] btw
[114] liberals
[114] challenge
[114] mine
[114] one
[114] best
[114] planet

Top Words in Tweet in G5:
[35] pew
[35] research
[25] realdonaldtrump
[13] voters
[12] according
[11] trump
[11] center
[8] million
[8] more
[8] registered

Top Words in Tweet in G6:
[10] research
[9] pew
[6] realdonaldtrump
[5] jennaellisesq
[5] more
[4] federal
[4] realcandaceo
[3] election
[3] fraud
[3] elections

Top Words in Tweet in G7:
[36] pewhealth
[23] health
[17] mental
[17] more
[17] one
[14] patient
[13] help
[13] #covid19
[12] gonorrhea
[11] medications

Top Words in Tweet in G8:
[53] voters
[52] pew
[52] research
[52] georgia
[52] roughly
[52] 76
[52] 000
[52] reportedly
[52] registered
[52] between

Top Words in Tweet in G9:
[3] prison
[3] research
[2] mike73641430
[2] rossgilroy
[2] physicisttx
[2] johnkrahn2
[2] willsworldview
[2] lincolngrox
[2] pray2pesci
[2] wolfpak561

Top Words in Tweet in G10:
[2] emsops
[2] voiceofreasonnw
[2] rjocore989
[2] lastplace_champ
[2] badams820
[2] fowzie
[2] colddeadfinger1
[2] vincegottalotta
[2] mamalouies
[2] thechemo7582

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1086] pew,research
[539] research,center
[164] according,pew
[114] btw,liberals
[114] liberals,challenge
[114] challenge,sources
[114] sources,mine
[114] mine,pew
[114] pew,one
[114] one,best

Top Word Pairs in Tweet in G1:
[34] internet,access
[29] each,year
[28] home,internet
[22] fact,drivers
[22] drivers,hit
[22] hit,million
[22] million,animals
[22] animals,each
[22] year,country
[22] country,building

Top Word Pairs in Tweet in G2:
[53] alaska,public
[53] public,lands
[50] 60,million
[50] million,acres
[50] acres,alaska
[50] lands,exposed
[50] exposed,development
[50] development,under
[50] under,current
[50] current,federal

Top Word Pairs in Tweet in G3:
[255] pew,research
[165] research,center
[51] according,pew
[18] striking,findings
[17] 2025,millennials
[17] millennials,make
[17] make,over
[17] over,75
[17] 75,workforce
[17] workforce,according

Top Word Pairs in Tweet in G4:
[114] btw,liberals
[114] liberals,challenge
[114] challenge,sources
[114] sources,mine
[114] mine,pew
[114] pew,one
[114] one,best
[114] best,sources
[114] sources,planet
[114] planet,cleaned

Top Word Pairs in Tweet in G5:
[34] pew,research
[11] research,center
[11] according,pew
[6] 212,pardons
[6] pardons,715
[6] 715,commutations
[5] registered,voters
[4] commutations,during
[4] during,time
[4] time,office

Top Word Pairs in Tweet in G6:
[9] pew,research
[3] adduca1100,sean_gulleyryan
[3] sean_gulleyryan,kmelp
[3] kmelp,realcandaceo
[3] realcandaceo,jennaellisesq
[2] election,fraud
[2] federal,elections
[2] pavielle86,adduca1100
[2] study,pew
[2] platoknowsg_d,rantsbyme007

Top Word Pairs in Tweet in G7:
[15] mental,health
[8] use,disorder
[7] serious,mental
[6] medications,treat
[6] treat,#opioid
[6] #opioid,use
[6] gonorrhea,soon
[6] soon,become
[6] become,untreatable
[6] untreatable,more

Top Word Pairs in Tweet in G8:
[52] pew,research
[52] research,georgia
[52] georgia,roughly
[52] roughly,76
[52] 76,000
[52] 000,voters
[52] voters,reportedly
[52] reportedly,registered
[52] registered,between
[52] between,presidential

Top Word Pairs in Tweet in G9:
[2] rossgilroy,physicisttx
[2] physicisttx,johnkrahn2
[2] johnkrahn2,willsworldview
[2] willsworldview,lincolngrox
[2] lincolngrox,pray2pesci
[2] pray2pesci,wolfpak561
[2] wolfpak561,mikenedie
[2] mikenedie,bbrown24646528
[2] bbrown24646528,zapher134
[2] zapher134,yourmomspants1

Top Word Pairs in Tweet in G10:
[2] lastplace_champ,badams820
[2] badams820,fowzie
[2] fowzie,colddeadfinger1
[2] vincegottalotta,mamalouies
[2] mamalouies,thechemo7582
[2] thechemo7582,tomdoubting
[2] tomdoubting,newsjunky2
[2] newsjunky2,robfrommo
[2] robfrommo,manyamericans
[2] manyamericans,grampazachary

Top Replied-To
Top Replied-To in Entire Graph:
@tinobell
@tcbestepe
@lifestyledq
@besttweets2021
@templar99209344
@jano_bf
@thefelitron
@psyopvalkyrie
@mike73641430
@joelmaharry

Top Replied-To in G1:
@loyolalaw

Top Replied-To in G2:
@coralreeffish

Top Replied-To in G4:
@newdayfornj

Top Replied-To in G5:
@beanbo12
@realdonaldtrump
@nyancat_me
@flantastic83
@davidmweissman
@justcallmeal3
@greywan
@deborahdelphy
@wdunlap
@billlumbergh10

Top Replied-To in G6:
@pavielle86
@stphnmalloy
@itslegitnow
@lakelasvegas775
@stclairashley
@localman
@jet_jett1
@1stgenamericana
@greg98071572
@fighterth

Top Replied-To in G9:
@mike73641430

Top Replied-To in G10:
@emsops
@rjocore989

Top Mentioned
Top Mentioned in Entire Graph:
@pewenvironment
@pewtrusts
@newdayfornj
@pewstates
@dennisjromero
@kbuyukyuksel
@pewhealth
@mikethompsongvt
@usembislamabad
@realdonaldtrump

Top Mentioned in G1:
@pewtrusts
@pewstates
@mikethompsongvt
@nibosays
@pewhealth
@ecologywa
@miamidadecourts
@pewenvironment
@ej_ingrid
@espovich

Top Mentioned in G2:
@pewenvironment
@pewtrusts
@peweurope
@mammothcavenp
@natlparkservice
@lenfestocean
@pewstates
@bertarelli_fdn
@mattfishrand
@johnnyrbriggs

Top Mentioned in G3:
@c_coolidge
@isaiahquintana_
@shorty56167141
@ivbaoshi
@superebza

Top Mentioned in G4:
@newdayfornj

Top Mentioned in G5:
@realdonaldtrump
@nytimes
@breitbartnews
@barackobama
@murray_nyc
@imdatqueen409
@jwinfreenetzer1
@hartyboyy
@samizdat_
@teemowemo

Top Mentioned in G6:
@realdonaldtrump
@jennaellisesq
@realcandaceo
@adduca1100
@sean_gulleyryan
@kmelp
@scottpresler
@gasecofstate
@dineshdsouza
@proudpatriot007

Top Mentioned in G7:
@pewhealth
@us_fda
@robertozoncu
@cdcgov
@mikethompsongvt
@fastercures
@krofahesther
@transition46
@pewtrusts
@tiffanyreeselab

Top Mentioned in G8:
@dennisjromero

Top Mentioned in G9:
@rossgilroy
@physicisttx
@johnkrahn2
@willsworldview
@lincolngrox
@pray2pesci
@wolfpak561
@mikenedie
@bbrown24646528
@zapher134

Top Mentioned in G10:
@voiceofreasonnw
@lastplace_champ
@badams820
@fowzie
@colddeadfinger1
@vincegottalotta
@mamalouies
@thechemo7582
@tomdoubting
@newsjunky2

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@femtech_
@twitlertwit
@carmillalusta
@dgendvil
@thehill
@rosenchild
@sandradunn1955
@fieryreddragon
@ronaldclarke

Top Tweeters in G1:
@carmillalusta
@dgendvil
@janiecestaton
@mary_swilling
@dwatchnews
@mijomojo1
@norsemndem
@gadflyquebec
@jennykim
@shayne571

Top Tweeters in G2:
@ronaldclarke
@lorettabower3
@adekleine
@kaffe_takk
@genghisgalahad2
@mr_spock
@paladine
@augusteve2012
@shinobuns
@annie5133

Top Tweeters in G3:
@ami_tvdfan
@jmhamiltonblog
@lokadataid
@thouautumn
@c_coolidge
@edourdoo
@maripuerta
@superebza
@awiselatina
@wtime90

Top Tweeters in G4:
@wwjdeux
@sheila06942158
@ocmtber
@carloselpana
@drh1959
@debster7301
@yume6tsumi0
@lydialynn89
@dougallday
@patmann1

Top Tweeters in G5:
@nytimes
@davidmweissman
@schachin
@bkohatl
@breitbartnews
@oann
@maamikron42
@realdonaldtrump
@dpwimm
@justcallmeal3

Top Tweeters in G6:
@thehill
@realmattcouch
@mollyjongfast
@maribxbkgirl
@barnes_law
@therealbp65
@textualdeviance
@scottpresler
@scottadamssays
@dineshdsouza

Top Tweeters in G7:
@craigmatsuda
@hope4the_future
@laurietmiller
@pikarasukaru
@jcgomezrincon
@wolfereports
@publichealthmap
@stinsontimothy
@msep0003
@who

Top Tweeters in G8:
@fieryreddragon
@rolandsmartin
@sabulosaa
@memeburk
@angel2damax
@algierslady
@pbsulak
@tashica4
@patamador1
@breezega

Top Tweeters in G9:
@zapher134
@zypisfy
@imkimaaron
@cern_lxxl
@tklforgiven
@praisehisname50
@jools6691
@ellen5e
@realist_dragon
@geraldpayne25

Top Tweeters in G10:
@vincegottalotta
@realeftypickit
@numbersmean
@lor_blueeyes
@gram247
@mamalouies
@wptawp
@lastplace_champ
@archluminous
@thechemo7582